| Literature DB >> 28330278 |
M Purna Chandra Reddy1, K V Saritha2,3.
Abstract
In the present study, media composition for high production of pectinase by Enterobacter sp. PSTB-1 in submerged fermentation was optimized using response surface methodology (RSM). Mango fruit processing industrial waste (MIW) was used as substrate (carbon source) as it contains high amount of pectin. Enterobacter sp. PSTB-1 used in present study has given pectin clear zone (PCZ) of 34 mm is higher than other isolates. The experimental results made by statistical design for high pectinase production revealed that the suitable media components: NaNO3 2.0 g/l, KCl 0.50 g/l, KH2PO4 1.0 g/l, MgSO4·7H2O 0.50 g/l, Yeast extract 1.0 g/l, mango industrial waste powder 5.0 g/l. The actual pectinase activity was 75.23 % correlated with the predicted pectinase activity where the model (CCD) was significant. Response surface modelling applied effectively to optimize the production of pectinase in submerged fermentation to make the process low cost-effective by using powdered mango industrial waste as substrate.Entities:
Keywords: Central composite design (CCD) model; Enterobacter sp. PSTB-1; Mango fruit processing industrial waste (MIW) powder; Pectinase; Response Surface Methodology (RSM); Submerged fermentation
Year: 2016 PMID: 28330278 PMCID: PMC5037110 DOI: 10.1007/s13205-016-0502-y
Source DB: PubMed Journal: 3 Biotech ISSN: 2190-5738 Impact factor: 2.406
Fig. 1Phylogenetic analysis based on 16S r-RNA sequence available from bacterial isolates was constructed. Evolutionary distances were computed using the p-distance method clustering with the neighbour-joining method
Actual and coded values of the media components in design
| Factor | Name | Units | Low level | High level | Low coded | High coded | Mean | Std. dev |
|---|---|---|---|---|---|---|---|---|
| A | NaNO3 | g/l | 1.22 | 2.78 | −1 | 1 | 2.00 | 0.43 |
| B | KH2PO4 | g/l | 0.61 | 1.39 | −1 | 1 | 1.00 | 0.21 |
| C | KCl | g/l | 0.34 | 0.66 | −1 | 1 | 0.50 | 0.09 |
| D | MgSO4·7H2O | g/l | 0.34 | 0.66 | −1 | 1 | 0.50 | 0.09 |
| E | Yeast extract | g/l | 0.61 | 1.39 | −1 | 1 | 1.00 | 0.21 |
| F | MIW powder | g/l | 4.43 | 7.57 | −1 | 1 | 6.00 | 0.85 |
Std. Dev standard deviation, Obs observations, Min minimum, Max maximum; A, B, C, D,and E represents the process parameters denoted as X1, X2, X3, X4, X5, and X6, respectively for regression equation
Experimental design with actual experimental and predicted value of responses of the central composite design
| S. no | A | B | C | D | E | F | Actual pectinase U/ml | Predicted pectinase U/ml |
|---|---|---|---|---|---|---|---|---|
| 1 | 0 | 0 | 0 | 0 | 0 | 0 | 22.29 | 27.70 |
| 2 | −1 | −1 | −1 | 1 | 1 | 1 | 20.01 | 16.53 |
| 3 | 1 | 1 | −1 | −1 | 1 | 1 | 22.29 | 22.24 |
| 4 | −1 | 1 | 1 | −1 | −1 | 1 | 17.14 | 22.69 |
| 5 | 1 | −1 | 1 | −1 | 1 | −1 | 20.52 | 24.43 |
| 6 | 0 | 0 | 0 | 0 | 0 | 0 | 21.28 | 27.70 |
| 7 | −1 | −1 | −1 | −1 | −1 | −1 | 21.70 | 26.39 |
| 8 | −1 | 1 | 1 | 1 | 1 | −1 | 87.56 | 51.68 |
| 9 | 1 | −1 | 1 | 1 | −1 | 1 | 22.29 | 32.79 |
| 10 | 1 | 1 | −1 | 1 | −1 | −1 | 21.95 | 24.87 |
| 11 | 1 | −1 | −1 | −1 | 1 | −1 | 14.10 | 15.75 |
| 12 | 0 | 0 | 0 | 0 | 0 | 0 | 27.02 | 22.54 |
| 13 | −1 | −1 | 1 | 1 | 1 | 1 | 33.69 | 28.67 |
| 14 | 1 | 1 | 1 | 1 | −1 | −1 | 20.35 | 23.30 |
| 15 | 1 | −1 | −1 | 1 | −1 | 1 | 20.26 | 24.04 |
| 16 | −1 | −1 | 1 | −1 | −1 | −1 | 13.59 | 11.05 |
| 17 | 1 | 1 | 1 | −1 | 1 | 1 | 26.51 | 20.61 |
| 18 | 0 | 0 | 0 | 0 | 0 | 0 | 20.18 | 22.54 |
| 19 | −1 | 1 | −1 | 1 | 1 | −1 | 24.40 | 29.22 |
| 20 | −1 | 1 | −1 | −1 | −1 | 1 | 25.33 | 27.71 |
| 21 | 1 | 1 | −1 | −1 | −1 | 1 | 33.60 | 28.26 |
| 22 | 0 | 0 | 0 | 0 | 0 | 0 | 28.20 | 28.91 |
| 23 | 0 | 0 | 0 | 0 | 0 | 0 | 26.01 | 28.91 |
| 24 | −1 | 1 | 1 | 1 | −1 | −1 | 55.98 | 43.99 |
| 25 | 1 | −1 | 1 | 1 | 1 | 1 | 50.74 | 42.88 |
| 26 | 1 | −1 | 1 | −1 | −1 | −1 | 15.11 | 16.75 |
| 27 | 1 | 1 | −1 | 1 | 1 | −1 | 17.56 | 21.26 |
| 28 | −1 | −1 | −1 | −1 | 1 | −1 | 17.48 | 22.78 |
| 29 | −1 | −1 | −1 | 1 | −1 | 1 | 24.15 | 22.56 |
| 30 | −1 | 1 | 1 | −1 | 1 | 1 | 20.26 | 32.79 |
| 31 | 0 | 0 | 0 | 0 | 0 | 0 | 18.15 | 22.43 |
| 32 | −1 | −1 | 1 | −1 | 1 | −1 | 19.59 | 19.82 |
| 33 | −1 | 1 | −1 | −1 | 1 | 1 | 19.42 | 22.78 |
| 34 | 1 | −1 | −1 | 1 | 1 | 1 | 22.63 | 19.10 |
| 35 | −1 | 1 | −1 | 1 | −1 | −1 | 15.87 | 33.92 |
| 36 | 1 | 1 | 1 | 1 | 1 | −1 | 14.78 | 32.07 |
| 37 | −1 | −1 | 1 | 1 | −1 | 1 | 19.93 | 19.66 |
| 38 | 0 | 0 | 0 | 0 | 0 | 0 | 25.08 | 22.43 |
| 39 | 1 | 1 | 1 | −1 | −1 | 1 | 18.58 | 11.60 |
| 40 | 1 | −1 | −1 | −1 | −1 | −1 | 50.24 | 20.45 |
| 41 | 0 | 0 | 0 | 0 | 0 | 0 | 23.81 | 24.28 |
| 42 | 1 | −1 | 1 | −1 | 1 | 1 | 27.19 | 28.85 |
| 43 | −1 | −1 | −1 | −1 | −1 | 1 | 19.00 | 22.29 |
| 44 | −1 | 1 | 1 | −1 | −1 | −1 | 26.93 | 29.96 |
| 45 | 1 | 1 | −1 | 1 | −1 | 1 | 26.43 | 19.27 |
| 46 | −1 | 1 | 1 | 1 | 1 | 1 | 41.63 | 37.56 |
| 47 | 1 | 1 | −1 | −1 | 1 | −1 | 17.39 | 21.00 |
| 48 | −1 | −1 | −1 | 1 | 1 | −1 | 21.36 | 13.78 |
| 49 | 0 | 0 | 0 | 0 | 0 | 0 | 22.21 | 24.28 |
| 50 | 1 | −1 | 1 | 1 | −1 | −1 | 16.89 | 21.53 |
| 51 | 1 | −1 | −1 | 1 | −1 | −1 | 21.78 | 16.68 |
| 52 | 1 | −1 | −1 | −1 | 1 | 1 | 24.82 | 24.07 |
| 53 | −1 | 1 | −1 | 1 | 1 | 1 | 20.01 | 19.01 |
| 54 | −1 | 1 | −1 | −1 | −1 | −1 | 48.63 | 38.88 |
| 55 | 1 | 1 | 1 | 1 | −1 | 1 | 18.91 | 21.60 |
| 56 | 0 | 0 | 0 | 0 | 0 | 0 | 24.40 | 23.02 |
| 57 | 1 | 1 | 1 | −1 | 1 | −1 | 21.11 | 23.27 |
| 58 | −1 | −1 | 1 | 1 | 1 | −1 | 12.33 | 29.82 |
| 59 | −1 | −1 | 1 | −1 | −1 | 1 | 19.25 | 10.86 |
| 60 | 0 | 0 | 0 | 0 | 0 | 0 | 19.00 | 23.02 |
| 61 | −1 | −1 | −1 | 1 | −1 | −1 | 14.18 | 19.58 |
| 62 | 1 | −1 | 1 | −1 | −1 | 1 | 14.02 | 20.95 |
| 63 | 0 | 0 | 0 | 0 | 0 | 0 | 30.65 | 25.26 |
| 64 | 1 | 1 | −1 | −1 | −1 | −1 | 22.21 | 26.80 |
| 65 | −1 | 1 | 1 | −1 | 1 | −1 | 39.85 | 39.83 |
| 66 | −1 | −1 | −1 | −1 | 1 | 1 | 23.05 | 18.46 |
| 67 | 0 | 0 | 0 | 0 | 0 | 0 | 24.74 | 25.26 |
| 68 | −1 | 1 | 1 | 1 | −1 | 1 | 22.21 | 29.65 |
| 69 | 1 | 1 | −1 | 1 | 1 | 1 | 24.23 | 15.44 |
| 70 | 1 | −1 | 1 | 1 | 1 | −1 | 37.49 | 31.40 |
| 71 | −1 | 1 | −1 | −1 | 1 | −1 | 29.47 | 36.15 |
| 72 | −1 | −1 | 1 | −1 | 1 | 1 | 23.56 | 21.82 |
| 73 | 0 | 0 | 0 | 0 | 0 | 0 | 33.69 | 25.10 |
| 74 | 0 | 0 | 0 | 0 | 0 | 0 | 48.38 | 25.10 |
| 75 | 1 | −1 | −1 | 1 | 1 | −1 | 10.39 | 13.94 |
| 76 | 1 | −1 | −1 | −1 | −1 | 1 | 12.50 | 30.96 |
| 77 | 1 | 1 | 1 | 1 | 1 | 1 | 21.36 | 32.57 |
| 78 | −1 | 1 | −1 | 1 | −1 | 1 | 22.37 | 25.90 |
| 79 | −1 | −1 | 1 | 1 | −1 | −1 | 21.53 | 23.01 |
| 80 | 1 | 1 | 1 | −1 | −1 | −1 | 27.78 | 16.46 |
| 81 | −1.565 | 0 | 0 | 0 | 0 | 0 | 22.80 | 28.44 |
| 82 | 0 | 0 | 0 | 0 | 0 | 0 | 26.43 | 25.91 |
| 83 | 1.565 | 0 | 0 | 0 | 0 | 0 | 18.91 | 23.38 |
| 84 | 0 | 0 | 0 | 0 | −1.565 | 0 | 27.27 | 24.32 |
| 85 | 0 | 0 | 0 | 0 | 1.565 | 0 | 23.47 | 27.50 |
| 86 | 0 | −1.565 | 0 | 0 | 0 | 0 | 18.07 | 21.74 |
| 87 | 0 | 0 | 0 | 0 | 0 | 0 | 26.68 | 25.91 |
| 88 | 0 | 0 | 0 | 0 | 0 | 0 | 28.20 | 25.91 |
| 89 | 0 | 0 | −1.565 | 0 | 0 | 0 | 26.34 | 23.13 |
| 90 | 0 | 0 | 0 | 1.565 | 0 | 0 | 34.36 | 27.88 |
| 91 | 0 | 0 | 0 | 0 | 0 | −1.565 | 21.70 | 27.03 |
| 92 | 0 | 0 | 0 | 0 | 0 | 1.565 | 30.40 | 24.79 |
| 93 | 0 | 0 | 0 | 0 | 0 | 0 | 27.27 | 25.91 |
| 94 | 0 | 0 | 0 | −1.565 | 0 | 0 | 25.58 | 23.94 |
| 95 | 0 | 0 | 1.565 | 0 | 0 | 0 | 28.12 | 28.69 |
| 96 | 0 | 1.565 | 0 | 0 | 0 | 0 | 28.96 | 30.09 |
Analysis of variance table (partial sum of squares-type III)
| Source | Sum of squares |
| Mean square |
|
|
|---|---|---|---|---|---|
| Block | 410.20 | 8 | 51.28 | ||
| Model | 4052.25 | 11 | 368.39 | 4.45 | <0.0001 significant |
| A-NaNO3 | 180.55 | 1 | 180.55 | 2.18 | 0.1440 |
| B-KH2PO4 | 490.32 | 1 | 490.32 | 5.92 | 0.0173 |
| C-KCl | 218.10 | 1 | 218.10 | 2.63 | 0.1088 |
| D-MgSO4·7H2O | 109.29 | 1 | 109.29 | 1.32 | 0.2543 |
| E-Yeast extract | 71.38 | 1 | 71.38 | 0.86 | 0.3562 |
| F-MIW powder | 35.02 | 1 | 35.02 | 0.42 | 0.5175 |
| AB | 746.63 | 1 | 746.63 | 9.01 | 0.0036 |
| AF | 289.81 | 1 | 289.81 | 3.50 | 0.0653 |
| BF | 401.69 | 1 | 401.69 | 4.85 | 0.0307 |
| CD | 758.21 | 1 | 758.21 | 9.15 | 0.0034 |
| CE | 751.25 | 1 | 751.25 | 9.07 | 0.0035 |
| Residual | 6295.24 | 76 | 82.83 | ||
| Lack of fit | 6101.84 | 65 | 93.87 | 5.34 | 0.0022 significant |
| Pure error | 193.41 | 11 | 17.58 | ||
| Cor total | 10757.6 | 95 |
Fig. 2Plots of normal probability % and correlation between actual and predicted values
Fig. 3Response surface plots of effect of NaNO3 and KH2PO4 on pectinase production
Fig. 4Response surface plots of effect of KH2PO4 and MIW powder on pectinase production
Fig. 5Response surface plots of effect of KCl and MIW powder on pectinase production
Fig. 6Response surface plots of effect of KCl and Yeast extract on pectinase production